Long-term use of commonly used blood pressure medications increases your risk of ovarian cancer, breast cancer and skin cancer. These cancer concerns first came to light back when the prestigious journal Lancet Oncology found that people who took blood pressure medications had a significantly increased risk of new cancers occurring.